Dataset statistics
| Number of variables | 46 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 15557 |
| Missing cells (%) | 4.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.5 MiB |
| Average record size in memory | 368.0 B |
Variable types
| Categorical | 11 |
|---|---|
| Boolean | 17 |
| Numeric | 18 |
Customer ID has a high cardinality: 7043 distinct values | High cardinality |
City has a high cardinality: 1106 distinct values | High cardinality |
Number of Referrals is highly overall correlated with Referred a Friend and 1 other fields | High correlation |
Tenure in Months is highly overall correlated with Total Regular Charges and 2 other fields | High correlation |
Avg Monthly Long Distance Charges is highly overall correlated with Total Long Distance Charges and 1 other fields | High correlation |
Avg Monthly GB Download is highly overall correlated with Internet Service and 1 other fields | High correlation |
Monthly Charge is highly overall correlated with Total Regular Charges and 8 other fields | High correlation |
Total Regular Charges is highly overall correlated with Tenure in Months and 6 other fields | High correlation |
Total Long Distance Charges is highly overall correlated with Tenure in Months and 2 other fields | High correlation |
Age is highly overall correlated with Under 30 and 1 other fields | High correlation |
Number of Dependents is highly overall correlated with Dependents | High correlation |
Zip Code is highly overall correlated with Latitude and 1 other fields | High correlation |
Latitude is highly overall correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly overall correlated with Zip Code and 1 other fields | High correlation |
Total Customer Svc Requests is highly overall correlated with Churn Value | High correlation |
Referred a Friend is highly overall correlated with Number of Referrals and 1 other fields | High correlation |
Offer is highly overall correlated with Tenure in Months | High correlation |
Phone Service is highly overall correlated with Avg Monthly Long Distance Charges and 1 other fields | High correlation |
Multiple Lines is highly overall correlated with Monthly Charge | High correlation |
Internet Service is highly overall correlated with Avg Monthly GB Download and 2 other fields | High correlation |
Internet Type is highly overall correlated with Monthly Charge and 1 other fields | High correlation |
Online Backup is highly overall correlated with Total Regular Charges | High correlation |
Device Protection Plan is highly overall correlated with Monthly Charge and 1 other fields | High correlation |
Streaming TV is highly overall correlated with Monthly Charge and 2 other fields | High correlation |
Streaming Movies is highly overall correlated with Monthly Charge and 3 other fields | High correlation |
Streaming Music is highly overall correlated with Monthly Charge and 1 other fields | High correlation |
Under 30 is highly overall correlated with Avg Monthly GB Download and 1 other fields | High correlation |
Senior Citizen is highly overall correlated with Age | High correlation |
Married is highly overall correlated with Number of Referrals and 1 other fields | High correlation |
Dependents is highly overall correlated with Number of Dependents | High correlation |
Churn Value is highly overall correlated with Total Customer Svc Requests and 3 other fields | High correlation |
Churn Category is highly overall correlated with Churn Value and 1 other fields | High correlation |
Churn Reason is highly overall correlated with Churn Value and 1 other fields | High correlation |
Customer Satisfaction is highly overall correlated with Churn Value | High correlation |
Phone Service is highly imbalanced (54.1%) | Imbalance |
Churn Category has 5174 (73.5%) missing values | Missing |
Churn Reason has 5174 (73.5%) missing values | Missing |
Customer Satisfaction has 5209 (74.0%) missing values | Missing |
Customer ID is uniformly distributed | Uniform |
Customer ID has unique values | Unique |
Number of Referrals has 3821 (54.3%) zeros | Zeros |
Avg Monthly Long Distance Charges has 682 (9.7%) zeros | Zeros |
Avg Monthly GB Download has 1526 (21.7%) zeros | Zeros |
Total Refunds has 6518 (92.5%) zeros | Zeros |
Total Extra Data Charges has 4011 (57.0%) zeros | Zeros |
Total Long Distance Charges has 682 (9.7%) zeros | Zeros |
Number of Dependents has 5416 (76.9%) zeros | Zeros |
Total Customer Svc Requests has 2443 (34.7%) zeros | Zeros |
Product/Service Issues Reported has 5621 (79.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-30 23:01:50.664213 |
|---|---|
| Analysis finished | 2024-01-30 23:02:42.255344 |
| Duration | 51.59 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Customer ID
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 7043 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| 8779-QRDMV | 1 |
|---|---|
| 9817-APLHW | 1 |
| 5447-VYTKW | 1 |
| 8871-JLMHM | 1 |
| 7029-IJEJK | 1 |
| Other values (7038) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 70430 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 7043 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 8779-QRDMV |
|---|---|
| 2nd row | 7495-OOKFY |
| 3rd row | 1658-BYGOY |
| 4th row | 4598-XLKNJ |
| 5th row | 4846-WHAFZ |
Common Values
| Value | Count | Frequency (%) |
| 8779-QRDMV | 1 | < 0.1% |
| 9817-APLHW | 1 | < 0.1% |
| 5447-VYTKW | 1 | < 0.1% |
| 8871-JLMHM | 1 | < 0.1% |
| 7029-IJEJK | 1 | < 0.1% |
| 4536-PLEQY | 1 | < 0.1% |
| 6923-AQONU | 1 | < 0.1% |
| 1335-HQMKX | 1 | < 0.1% |
| 4616-EWBNJ | 1 | < 0.1% |
| 0384-LPITE | 1 | < 0.1% |
| Other values (7033) | 7033 |
Length
| Value | Count | Frequency (%) |
| 8779-qrdmv | 1 | < 0.1% |
| 7273-tefqd | 1 | < 0.1% |
| 4598-xlknj | 1 | < 0.1% |
| 4846-whafz | 1 | < 0.1% |
| 4412-yltkf | 1 | < 0.1% |
| 0390-dcfdq | 1 | < 0.1% |
| 3445-hxxgf | 1 | < 0.1% |
| 2656-fmokz | 1 | < 0.1% |
| 2070-fnexe | 1 | < 0.1% |
| 0094-oifmo | 1 | < 0.1% |
| Other values (7033) | 7033 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 35215 | |
| Decimal Number | 28172 | |
| Dash Punctuation | 7043 | 10.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 1442 | 4.1% |
| H | 1396 | 4.0% |
| B | 1393 | 4.0% |
| S | 1386 | 3.9% |
| V | 1382 | 3.9% |
| T | 1374 | 3.9% |
| C | 1368 | 3.9% |
| Z | 1368 | 3.9% |
| K | 1363 | 3.9% |
| L | 1363 | 3.9% |
| Other values (16) | 21380 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2901 | |
| 9 | 2881 | |
| 6 | 2870 | |
| 7 | 2836 | |
| 0 | 2831 | |
| 8 | 2812 | |
| 5 | 2810 | |
| 3 | 2791 | |
| 1 | 2726 | |
| 4 | 2714 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35215 | |
| Latin | 35215 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 1442 | 4.1% |
| H | 1396 | 4.0% |
| B | 1393 | 4.0% |
| S | 1386 | 3.9% |
| V | 1382 | 3.9% |
| T | 1374 | 3.9% |
| C | 1368 | 3.9% |
| Z | 1368 | 3.9% |
| K | 1363 | 3.9% |
| L | 1363 | 3.9% |
| Other values (16) | 21380 |
Common
| Value | Count | Frequency (%) |
| - | 7043 | |
| 2 | 2901 | |
| 9 | 2881 | |
| 6 | 2870 | |
| 7 | 2836 | |
| 0 | 2831 | |
| 8 | 2812 | 8.0% |
| 5 | 2810 | 8.0% |
| 3 | 2791 | 7.9% |
| 1 | 2726 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70430 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 7043 | 10.0% |
| 2 | 2901 | 4.1% |
| 9 | 2881 | 4.1% |
| 6 | 2870 | 4.1% |
| 7 | 2836 | 4.0% |
| 0 | 2831 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2810 | 4.0% |
| 3 | 2791 | 4.0% |
| 1 | 2726 | 3.9% |
| Other values (27) | 37929 |
Referred a Friend
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3821 | |
| True | 3222 |
Number of Referrals
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9518671 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3821 |
| Zeros (%) | 54.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0011993 |
|---|---|
| Coefficient of variation (CV) | 1.5376043 |
| Kurtosis | 0.72196393 |
| Mean | 1.9518671 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4460596 |
| Sum | 13747 |
| Variance | 9.0071972 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3821 | |
| 1 | 1086 | 15.4% |
| 5 | 264 | 3.7% |
| 3 | 255 | 3.6% |
| 7 | 248 | 3.5% |
| 9 | 238 | 3.4% |
| 2 | 236 | 3.4% |
| 4 | 236 | 3.4% |
| 10 | 223 | 3.2% |
| 6 | 221 | 3.1% |
| Other values (2) | 215 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 3821 | |
| 1 | 1086 | 15.4% |
| 2 | 236 | 3.4% |
| 3 | 255 | 3.6% |
| 4 | 236 | 3.4% |
| 5 | 264 | 3.7% |
| 6 | 221 | 3.1% |
| 7 | 248 | 3.5% |
| 8 | 213 | 3.0% |
| 9 | 238 | 3.4% |
| Value | Count | Frequency (%) |
| 11 | 2 | < 0.1% |
| 10 | 223 | |
| 9 | 238 | |
| 8 | 213 | |
| 7 | 248 | |
| 6 | 221 | |
| 5 | 264 | |
| 4 | 236 | |
| 3 | 255 | |
| 2 | 236 |
Tenure in Months
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.386767 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.542061 |
|---|---|
| Coefficient of variation (CV) | 0.75778052 |
| Kurtosis | -1.3870524 |
| Mean | 32.386767 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.24054261 |
| Sum | 228100 |
| Variance | 602.31276 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 10 | 127 | 1.8% |
| 8 | 123 | 1.7% |
| Other values (62) | 4770 |
| Value | Count | Frequency (%) |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| 10 | 127 | 1.8% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.3% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
Offer
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| None | |
|---|---|
| Offer B | |
| Offer E | |
| Offer D | |
| Offer A |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 5.3485731 |
| Min length | 4 |
Characters and Unicode
| Total characters | 37670 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | Offer E |
| 3rd row | Offer D |
| 4th row | Offer C |
| 5th row | Offer C |
Common Values
| Value | Count | Frequency (%) |
| None | 3877 | |
| Offer B | 824 | 11.7% |
| Offer E | 805 | 11.4% |
| Offer D | 602 | 8.5% |
| Offer A | 520 | 7.4% |
| Offer C | 415 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| none | 3877 | |
| offer | 3166 | |
| b | 824 | 8.1% |
| e | 805 | 7.9% |
| d | 602 | 5.9% |
| a | 520 | 5.1% |
| c | 415 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 7043 | |
| f | 6332 | |
| N | 3877 | |
| o | 3877 | |
| n | 3877 | |
| O | 3166 | |
| r | 3166 | |
| 3166 | ||
| B | 824 | 2.2% |
| E | 805 | 2.1% |
| Other values (3) | 1537 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24295 | |
| Uppercase Letter | 10209 | |
| Space Separator | 3166 | 8.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 3877 | |
| O | 3166 | |
| B | 824 | 8.1% |
| E | 805 | 7.9% |
| D | 602 | 5.9% |
| A | 520 | 5.1% |
| C | 415 | 4.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7043 | |
| f | 6332 | |
| o | 3877 | |
| n | 3877 | |
| r | 3166 |
Space Separator
| Value | Count | Frequency (%) |
| 3166 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 34504 | |
| Common | 3166 | 8.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 7043 | |
| f | 6332 | |
| N | 3877 | |
| o | 3877 | |
| n | 3877 | |
| O | 3166 | |
| r | 3166 | |
| B | 824 | 2.4% |
| E | 805 | 2.3% |
| D | 602 | 1.7% |
| Other values (2) | 935 | 2.7% |
Common
| Value | Count | Frequency (%) |
| 3166 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 37670 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 7043 | |
| f | 6332 | |
| N | 3877 | |
| o | 3877 | |
| n | 3877 | |
| O | 3166 | |
| r | 3166 | |
| 3166 | ||
| B | 824 | 2.2% |
| E | 805 | 2.1% |
| Other values (3) | 1537 | 4.1% |
Phone Service
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6361 | |
| False | 682 | 9.7% |
Avg Monthly Long Distance Charges
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 3584 |
|---|---|
| Distinct (%) | 50.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.958954 |
| Minimum | 0 |
|---|---|
| Maximum | 49.99 |
| Zeros | 682 |
| Zeros (%) | 9.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9.21 |
| median | 22.89 |
| Q3 | 36.395 |
| 95-th percentile | 47.34 |
| Maximum | 49.99 |
| Range | 49.99 |
| Interquartile range (IQR) | 27.185 |
Descriptive statistics
| Standard deviation | 15.448113 |
|---|---|
| Coefficient of variation (CV) | 0.6728579 |
| Kurtosis | -1.2546544 |
| Mean | 22.958954 |
| Median Absolute Deviation (MAD) | 13.6 |
| Skewness | 0.049175899 |
| Sum | 161699.91 |
| Variance | 238.64421 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 682 | 9.7% |
| 18.26 | 7 | 0.1% |
| 18.74 | 6 | 0.1% |
| 30.09 | 6 | 0.1% |
| 42.55 | 6 | 0.1% |
| 45.92 | 6 | 0.1% |
| 30.07 | 6 | 0.1% |
| 25.57 | 6 | 0.1% |
| 49.51 | 6 | 0.1% |
| 18.42 | 6 | 0.1% |
| Other values (3574) | 6306 |
| Value | Count | Frequency (%) |
| 0 | 682 | |
| 1.01 | 1 | < 0.1% |
| 1.02 | 3 | < 0.1% |
| 1.03 | 1 | < 0.1% |
| 1.05 | 1 | < 0.1% |
| 1.06 | 1 | < 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.08 | 2 | < 0.1% |
| 1.09 | 2 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.99 | 1 | < 0.1% |
| 49.98 | 3 | |
| 49.96 | 2 | |
| 49.95 | 2 | |
| 49.94 | 1 | < 0.1% |
| 49.92 | 1 | < 0.1% |
| 49.91 | 3 | |
| 49.9 | 3 | |
| 49.88 | 1 | < 0.1% |
| 49.87 | 1 | < 0.1% |
Multiple Lines
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4072 | |
| True | 2971 |
Internet Service
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5517 | |
| False | 1526 | 21.7% |
Internet Type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| Fiber Optic | |
|---|---|
| DSL | |
| Cable | |
| None |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 6.2579867 |
| Min length | 3 |
Characters and Unicode
| Total characters | 44075 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fiber Optic |
|---|---|
| 2nd row | Cable |
| 3rd row | Fiber Optic |
| 4th row | Fiber Optic |
| 5th row | Cable |
Common Values
| Value | Count | Frequency (%) |
| Fiber Optic | 2291 | |
| DSL | 1680 | |
| Cable | 1546 | |
| None | 1526 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fiber | 2291 | |
| optic | 2291 | |
| dsl | 1680 | |
| cable | 1546 | |
| none | 1526 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5363 | 12.2% |
| i | 4582 | 10.4% |
| b | 3837 | 8.7% |
| F | 2291 | 5.2% |
| p | 2291 | 5.2% |
| t | 2291 | 5.2% |
| c | 2291 | 5.2% |
| O | 2291 | 5.2% |
| 2291 | 5.2% | |
| r | 2291 | 5.2% |
| Other values (9) | 14256 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29090 | |
| Uppercase Letter | 12694 | |
| Space Separator | 2291 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5363 | |
| i | 4582 | |
| b | 3837 | |
| p | 2291 | |
| t | 2291 | |
| c | 2291 | |
| r | 2291 | |
| a | 1546 | 5.3% |
| l | 1546 | 5.3% |
| o | 1526 | 5.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 2291 | |
| O | 2291 | |
| D | 1680 | |
| S | 1680 | |
| L | 1680 | |
| C | 1546 | |
| N | 1526 |
Space Separator
| Value | Count | Frequency (%) |
| 2291 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41784 | |
| Common | 2291 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5363 | |
| i | 4582 | 11.0% |
| b | 3837 | 9.2% |
| F | 2291 | 5.5% |
| p | 2291 | 5.5% |
| t | 2291 | 5.5% |
| c | 2291 | 5.5% |
| O | 2291 | 5.5% |
| r | 2291 | 5.5% |
| D | 1680 | 4.0% |
| Other values (8) | 12576 |
Common
| Value | Count | Frequency (%) |
| 2291 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44075 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5363 | 12.2% |
| i | 4582 | 10.4% |
| b | 3837 | 8.7% |
| F | 2291 | 5.2% |
| p | 2291 | 5.2% |
| t | 2291 | 5.2% |
| c | 2291 | 5.2% |
| O | 2291 | 5.2% |
| 2291 | 5.2% | |
| r | 2291 | 5.2% |
| Other values (9) | 14256 |
Avg Monthly GB Download
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.11089 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 1526 |
| Zeros (%) | 21.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 17 |
| Q3 | 28 |
| 95-th percentile | 69 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 20.948471 |
|---|---|
| Coefficient of variation (CV) | 0.9923064 |
| Kurtosis | 0.89649271 |
| Mean | 21.11089 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.2112174 |
| Sum | 148684 |
| Variance | 438.83845 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1526 | 21.7% |
| 19 | 208 | 3.0% |
| 30 | 203 | 2.9% |
| 23 | 175 | 2.5% |
| 21 | 172 | 2.4% |
| 13 | 171 | 2.4% |
| 24 | 164 | 2.3% |
| 22 | 162 | 2.3% |
| 26 | 162 | 2.3% |
| 29 | 162 | 2.3% |
| Other values (53) | 3938 |
| Value | Count | Frequency (%) |
| 0 | 1526 | |
| 2 | 116 | 1.6% |
| 3 | 130 | 1.8% |
| 4 | 129 | 1.8% |
| 5 | 68 | 1.0% |
| 6 | 113 | 1.6% |
| 7 | 119 | 1.7% |
| 8 | 122 | 1.7% |
| 9 | 114 | 1.6% |
| 10 | 132 | 1.9% |
| Value | Count | Frequency (%) |
| 94 | 13 | 0.2% |
| 90 | 8 | 0.1% |
| 85 | 35 | |
| 84 | 13 | 0.2% |
| 82 | 35 | |
| 80 | 18 | 0.3% |
| 78 | 13 | 0.2% |
| 76 | 64 | |
| 75 | 15 | 0.2% |
| 73 | 63 |
Online Security
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5024 | |
| True | 2019 |
Online Backup
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4614 | |
| True | 2429 |
Device Protection Plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4621 | |
| True | 2422 |
Premium Tech Support
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4999 | |
| True | 2044 |
Streaming TV
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4336 | |
| True | 2707 |
Streaming Movies
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4311 | |
| True | 2732 |
Streaming Music
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4555 | |
| True | 2488 |
Unlimited Data
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4339 | |
| True | 2704 |
Contract
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| Month-to-Month | |
|---|---|
| Two Year | |
| One Year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.075394 |
| Min length | 8 |
Characters and Unicode
| Total characters | 78004 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-Month |
|---|---|
| 2nd row | Month-to-Month |
| 3rd row | Month-to-Month |
| 4th row | Month-to-Month |
| 5th row | Month-to-Month |
Common Values
| Value | Count | Frequency (%) |
| Month-to-Month | 3610 | |
| Two Year | 1883 | |
| One Year | 1550 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| month-to-month | 3610 | |
| year | 3433 | |
| two | 1883 | |
| one | 1550 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 53265 | |
| Uppercase Letter | 14086 | 18.1% |
| Dash Punctuation | 7220 | 9.3% |
| Space Separator | 3433 | 4.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| h | 7220 | |
| e | 4983 | 9.4% |
| a | 3433 | 6.4% |
| r | 3433 | 6.4% |
| w | 1883 | 3.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 7220 | |
| Y | 3433 | |
| T | 1883 | 13.4% |
| O | 1550 | 11.0% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7220 |
Space Separator
| Value | Count | Frequency (%) |
| 3433 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 67351 | |
| Common | 10653 | 13.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| e | 4983 | 7.4% |
| Y | 3433 | 5.1% |
| a | 3433 | 5.1% |
| r | 3433 | 5.1% |
| T | 1883 | 2.8% |
| Other values (2) | 3433 | 5.1% |
Common
| Value | Count | Frequency (%) |
| - | 7220 | |
| 3433 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 78004 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 12713 | |
| t | 10830 | |
| n | 8770 | |
| M | 7220 | |
| h | 7220 | |
| - | 7220 | |
| e | 4983 | 6.4% |
| 3433 | 4.4% | |
| Y | 3433 | 4.4% |
| a | 3433 | 4.4% |
| Other values (4) | 8749 |
Paperless Billing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4171 | |
| False | 2872 |
Payment Method
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| Bank Withdrawal | |
|---|---|
| Credit Card | |
| Mailed Check | 385 |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 13.274741 |
| Min length | 11 |
Characters and Unicode
| Total characters | 93494 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bank Withdrawal |
|---|---|
| 2nd row | Credit Card |
| 3rd row | Bank Withdrawal |
| 4th row | Bank Withdrawal |
| 5th row | Bank Withdrawal |
Common Values
| Value | Count | Frequency (%) |
| Bank Withdrawal | 3909 | |
| Credit Card | 2749 | |
| Mailed Check | 385 | 5.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bank | 3909 | |
| withdrawal | 3909 | |
| credit | 2749 | |
| card | 2749 | |
| mailed | 385 | 2.7% |
| check | 385 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 72365 | |
| Uppercase Letter | 14086 | 15.1% |
| Space Separator | 7043 | 7.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| i | 7043 | |
| t | 6658 | |
| h | 4294 | 5.9% |
| k | 4294 | 5.9% |
| l | 4294 | 5.9% |
| w | 3909 | 5.4% |
| n | 3909 | 5.4% |
| Other values (2) | 3904 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 5883 | |
| B | 3909 | |
| W | 3909 | |
| M | 385 | 2.7% |
Space Separator
| Value | Count | Frequency (%) |
| 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 86451 | |
| Common | 7043 | 7.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| i | 7043 | |
| t | 6658 | |
| C | 5883 | 6.8% |
| h | 4294 | 5.0% |
| k | 4294 | 5.0% |
| l | 4294 | 5.0% |
| w | 3909 | 4.5% |
| Other values (6) | 16016 |
Common
| Value | Count | Frequency (%) |
| 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 93494 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 14861 | |
| d | 9792 | |
| r | 9407 | |
| 7043 | 7.5% | |
| i | 7043 | 7.5% |
| t | 6658 | 7.1% |
| C | 5883 | 6.3% |
| h | 4294 | 4.6% |
| k | 4294 | 4.6% |
| l | 4294 | 4.6% |
| Other values (7) | 19925 |
Monthly Charge
Real number (ℝ)
| Distinct | 2298 |
|---|---|
| Distinct (%) | 32.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.5388 |
| Minimum | 18.25 |
|---|---|
| Maximum | 123.084 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.89 |
| median | 71.968 |
| Q3 | 90.65 |
| 95-th percentile | 109.0494 |
| Maximum | 123.084 |
| Range | 104.834 |
| Interquartile range (IQR) | 54.76 |
Descriptive statistics
| Standard deviation | 30.606805 |
|---|---|
| Coefficient of variation (CV) | 0.46700283 |
| Kurtosis | -1.2654401 |
| Mean | 65.5388 |
| Median Absolute Deviation (MAD) | 23.432 |
| Skewness | -0.22290146 |
| Sum | 461589.77 |
| Variance | 936.77653 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.85 | 45 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.9 | 44 | 0.6% |
| 19.7 | 43 | 0.6% |
| 19.65 | 43 | 0.6% |
| 20 | 43 | 0.6% |
| 20.15 | 40 | 0.6% |
| 19.55 | 40 | 0.6% |
| 19.75 | 39 | 0.6% |
| Other values (2288) | 6601 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 123.084 | 1 | |
| 122.512 | 1 | |
| 122.148 | 1 | |
| 120.848 | 1 | |
| 120.276 | 1 | |
| 120.172 | 1 | |
| 119.08 | 1 | |
| 118.768 | 1 | |
| 118.75 | 1 | |
| 118.65 | 1 |
Total Regular Charges
Real number (ℝ)
| Distinct | 6540 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2280.3813 |
| Minimum | 18.8 |
|---|---|
| Maximum | 8684.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 18.8 |
|---|---|
| 5-th percentile | 49.65 |
| Q1 | 400.15 |
| median | 1394.55 |
| Q3 | 3786.6 |
| 95-th percentile | 6921.025 |
| Maximum | 8684.8 |
| Range | 8666 |
| Interquartile range (IQR) | 3386.45 |
Descriptive statistics
| Standard deviation | 2266.2205 |
|---|---|
| Coefficient of variation (CV) | 0.99379016 |
| Kurtosis | -0.22769266 |
| Mean | 2280.3813 |
| Median Absolute Deviation (MAD) | 1219.75 |
| Skewness | 0.96379109 |
| Sum | 16060725 |
| Variance | 5135755.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 19.9 | 8 | 0.1% |
| 19.65 | 8 | 0.1% |
| 20.05 | 8 | 0.1% |
| 45.3 | 7 | 0.1% |
| 19.55 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 19.45 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| Other values (6530) | 6967 |
| Value | Count | Frequency (%) |
| 18.8 | 1 | < 0.1% |
| 18.85 | 2 | |
| 18.9 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 19.05 | 1 | < 0.1% |
| 19.1 | 3 | |
| 19.15 | 1 | < 0.1% |
| 19.2 | 4 | |
| 19.25 | 3 | |
| 19.3 | 4 |
| Value | Count | Frequency (%) |
| 8684.8 | 1 | |
| 8672.45 | 1 | |
| 8670.1 | 1 | |
| 8594.4 | 1 | |
| 8564.75 | 1 | |
| 8547.15 | 1 | |
| 8543.25 | 1 | |
| 8529.5 | 1 | |
| 8496.7 | 1 | |
| 8477.7 | 1 |
Total Refunds
Real number (ℝ)
| Distinct | 500 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9621823 |
| Minimum | 0 |
|---|---|
| Maximum | 49.79 |
| Zeros | 6518 |
| Zeros (%) | 92.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 18.149 |
| Maximum | 49.79 |
| Range | 49.79 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.9026144 |
|---|---|
| Coefficient of variation (CV) | 4.0274618 |
| Kurtosis | 18.350658 |
| Mean | 1.9621823 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3285167 |
| Sum | 13819.65 |
| Variance | 62.451314 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6518 | |
| 46.06 | 2 | < 0.1% |
| 9.73 | 2 | < 0.1% |
| 32.55 | 2 | < 0.1% |
| 27.6 | 2 | < 0.1% |
| 41.74 | 2 | < 0.1% |
| 12.48 | 2 | < 0.1% |
| 29.76 | 2 | < 0.1% |
| 25.67 | 2 | < 0.1% |
| 29.88 | 2 | < 0.1% |
| Other values (490) | 507 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 6518 | |
| 1.01 | 1 | < 0.1% |
| 1.09 | 1 | < 0.1% |
| 1.27 | 1 | < 0.1% |
| 1.31 | 2 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.65 | 1 | < 0.1% |
| 1.66 | 1 | < 0.1% |
| 1.69 | 1 | < 0.1% |
| 1.83 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.79 | 1 | |
| 49.76 | 1 | |
| 49.57 | 2 | |
| 49.53 | 1 | |
| 49.51 | 1 | |
| 49.38 | 1 | |
| 49.37 | 1 | |
| 49.24 | 1 | |
| 49.23 | 1 | |
| 49.22 | 1 |
Total Extra Data Charges
Real number (ℝ)
| Distinct | 1798 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 278.49922 |
| Minimum | 0 |
|---|---|
| Maximum | 6477 |
| Zeros | 4011 |
| Zeros (%) | 57.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 182.62 |
| 95-th percentile | 1541.8 |
| Maximum | 6477 |
| Range | 6477 |
| Interquartile range (IQR) | 182.62 |
Descriptive statistics
| Standard deviation | 685.03963 |
|---|---|
| Coefficient of variation (CV) | 2.4597542 |
| Kurtosis | 20.930331 |
| Mean | 278.49922 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0956178 |
| Sum | 1961470 |
| Variance | 469279.29 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4011 | |
| 34 | 13 | 0.2% |
| 38 | 12 | 0.2% |
| 40 | 11 | 0.2% |
| 35 | 10 | 0.1% |
| 83 | 10 | 0.1% |
| 25 | 10 | 0.1% |
| 69 | 10 | 0.1% |
| 26 | 10 | 0.1% |
| 49 | 9 | 0.1% |
| Other values (1788) | 2937 |
| Value | Count | Frequency (%) |
| 0 | 4011 | |
| 0.38 | 1 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.72 | 1 | < 0.1% |
| 0.93 | 1 | < 0.1% |
| 0.95 | 1 | < 0.1% |
| 1.37 | 1 | < 0.1% |
| 1.68 | 1 | < 0.1% |
| 1.99 | 1 | < 0.1% |
| 2 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 6477 | 1 | |
| 6431 | 1 | |
| 6318 | 1 | |
| 6261 | 1 | |
| 6078 | 1 | |
| 6047 | 1 | |
| 5882 | 1 | |
| 5788 | 1 | |
| 5741 | 1 | |
| 5602 | 1 |
Total Long Distance Charges
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6087 |
|---|---|
| Distinct (%) | 86.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 749.09926 |
| Minimum | 0 |
|---|---|
| Maximum | 3564.72 |
| Zeros | 682 |
| Zeros (%) | 9.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 70.545 |
| median | 401.44 |
| Q3 | 1191.1 |
| 95-th percentile | 2577.877 |
| Maximum | 3564.72 |
| Range | 3564.72 |
| Interquartile range (IQR) | 1120.555 |
Descriptive statistics
| Standard deviation | 846.66005 |
|---|---|
| Coefficient of variation (CV) | 1.1302375 |
| Kurtosis | 0.64409208 |
| Mean | 749.09926 |
| Median Absolute Deviation (MAD) | 382.12 |
| Skewness | 1.238282 |
| Sum | 5275906.1 |
| Variance | 716833.25 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 682 | 9.7% |
| 22.86 | 4 | 0.1% |
| 15.6 | 4 | 0.1% |
| 48.96 | 4 | 0.1% |
| 2077.92 | 3 | < 0.1% |
| 177.12 | 3 | < 0.1% |
| 26 | 3 | < 0.1% |
| 597.6 | 3 | < 0.1% |
| 24.48 | 3 | < 0.1% |
| 378 | 3 | < 0.1% |
| Other values (6077) | 6331 |
| Value | Count | Frequency (%) |
| 0 | 682 | |
| 1.13 | 1 | < 0.1% |
| 1.15 | 1 | < 0.1% |
| 1.17 | 1 | < 0.1% |
| 1.23 | 1 | < 0.1% |
| 1.28 | 1 | < 0.1% |
| 1.47 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.59 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3564.72 | 1 | |
| 3564 | 1 | |
| 3536.64 | 1 | |
| 3515.92 | 1 | |
| 3508.82 | 1 | |
| 3501.72 | 1 | |
| 3493.44 | 1 | |
| 3492.72 | 1 | |
| 3487.68 | 1 | |
| 3482.64 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.990487 |
| Min length | 4 |
Characters and Unicode
| Total characters | 35148 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 3555 | |
| Female | 3488 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 3555 | |
| female | 3488 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28105 | |
| Uppercase Letter | 7043 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| m | 3488 | 12.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3555 | |
| F | 3488 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 35148 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10531 | |
| a | 7043 | |
| l | 7043 | |
| M | 3555 | 10.1% |
| F | 3488 | 9.9% |
| m | 3488 | 9.9% |
Age
Real number (ℝ)
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.509726 |
| Minimum | 19 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 32 |
| median | 46 |
| Q3 | 60 |
| 95-th percentile | 75 |
| Maximum | 80 |
| Range | 61 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 16.750352 |
|---|---|
| Coefficient of variation (CV) | 0.36014729 |
| Kurtosis | -1.0028495 |
| Mean | 46.509726 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.16218645 |
| Sum | 327568 |
| Variance | 280.57428 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 42 | 156 | 2.2% |
| 47 | 153 | 2.2% |
| 40 | 150 | 2.1% |
| 44 | 148 | 2.1% |
| 23 | 146 | 2.1% |
| 56 | 144 | 2.0% |
| 62 | 143 | 2.0% |
| 35 | 142 | 2.0% |
| 21 | 140 | 2.0% |
| 33 | 139 | 2.0% |
| Other values (52) | 5582 |
| Value | Count | Frequency (%) |
| 19 | 127 | |
| 20 | 127 | |
| 21 | 140 | |
| 22 | 130 | |
| 23 | 146 | |
| 24 | 109 | |
| 25 | 138 | |
| 26 | 115 | |
| 27 | 132 | |
| 28 | 119 |
| Value | Count | Frequency (%) |
| 80 | 66 | |
| 79 | 76 | |
| 78 | 63 | |
| 77 | 72 | |
| 76 | 69 | |
| 75 | 74 | |
| 74 | 76 | |
| 73 | 85 | |
| 72 | 58 | |
| 71 | 68 |
Under 30
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5642 | |
| True | 1401 | 19.9% |
Senior Citizen
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5901 | |
| True | 1142 | 16.2% |
Married
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3641 | |
| True | 3402 |
Dependents
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5416 | |
| True | 1627 | 23.1% |
Number of Dependents
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.46869232 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 5416 |
| Zeros (%) | 76.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.96280195 |
|---|---|
| Coefficient of variation (CV) | 2.0542303 |
| Kurtosis | 4.4463579 |
| Mean | 0.46869232 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.109932 |
| Sum | 3301 |
| Variance | 0.9269876 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5416 | |
| 1 | 553 | 7.9% |
| 2 | 531 | 7.5% |
| 3 | 517 | 7.3% |
| 5 | 10 | 0.1% |
| 4 | 9 | 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5416 | |
| 1 | 553 | 7.9% |
| 2 | 531 | 7.5% |
| 3 | 517 | 7.3% |
| 4 | 9 | 0.1% |
| 5 | 10 | 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 3 | < 0.1% |
| 5 | 10 | 0.1% |
| 4 | 9 | 0.1% |
| 3 | 517 | 7.3% |
| 2 | 531 | 7.5% |
| 1 | 553 | 7.9% |
| 0 | 5416 |
City
Categorical
| Distinct | 1106 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| Los Angeles | 293 |
|---|---|
| San Diego | 285 |
| San Jose | 112 |
| Sacramento | 108 |
| San Francisco | 104 |
| Other values (1101) |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 9.2034644 |
| Min length | 3 |
Characters and Unicode
| Total characters | 64820 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Los Angeles |
|---|---|
| 2nd row | Los Angeles |
| 3rd row | Los Angeles |
| 4th row | Inglewood |
| 5th row | Whittier |
Common Values
| Value | Count | Frequency (%) |
| Los Angeles | 293 | 4.2% |
| San Diego | 285 | 4.0% |
| San Jose | 112 | 1.6% |
| Sacramento | 108 | 1.5% |
| San Francisco | 104 | 1.5% |
| Fresno | 61 | 0.9% |
| Long Beach | 60 | 0.9% |
| Oakland | 52 | 0.7% |
| Escondido | 51 | 0.7% |
| Stockton | 44 | 0.6% |
| Other values (1096) | 5873 |
Length
| Value | Count | Frequency (%) |
| san | 718 | 6.9% |
| los | 337 | 3.3% |
| angeles | 293 | 2.8% |
| diego | 285 | 2.8% |
| santa | 181 | 1.8% |
| valley | 171 | 1.7% |
| beach | 169 | 1.6% |
| city | 150 | 1.5% |
| sacramento | 116 | 1.1% |
| jose | 112 | 1.1% |
| Other values (1110) | 7807 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6111 | 9.4% |
| n | 5134 | 7.9% |
| o | 5074 | 7.8% |
| l | 3970 | 6.1% |
| r | 3568 | 5.5% |
| i | 3423 | 5.3% |
| 3296 | 5.1% | |
| s | 2853 | 4.4% |
| t | 2602 | 4.0% |
| Other values (42) | 21843 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 51185 | |
| Uppercase Letter | 10339 | 16.0% |
| Space Separator | 3296 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6946 | |
| e | 6111 | |
| n | 5134 | |
| o | 5074 | |
| l | 3970 | |
| r | 3568 | 7.0% |
| i | 3423 | 6.7% |
| s | 2853 | 5.6% |
| t | 2602 | 5.1% |
| d | 1669 | 3.3% |
| Other values (16) | 9835 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1576 | |
| C | 977 | 9.4% |
| L | 869 | 8.4% |
| B | 731 | 7.1% |
| A | 651 | 6.3% |
| M | 599 | 5.8% |
| P | 582 | 5.6% |
| D | 533 | 5.2% |
| F | 471 | 4.6% |
| R | 447 | 4.3% |
| Other values (15) | 2903 |
Space Separator
| Value | Count | Frequency (%) |
| 3296 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61524 | |
| Common | 3296 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 6946 | 11.3% |
| e | 6111 | 9.9% |
| n | 5134 | 8.3% |
| o | 5074 | 8.2% |
| l | 3970 | 6.5% |
| r | 3568 | 5.8% |
| i | 3423 | 5.6% |
| s | 2853 | 4.6% |
| t | 2602 | 4.2% |
| d | 1669 | 2.7% |
| Other values (41) | 20174 |
Common
| Value | Count | Frequency (%) |
| 3296 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 64820 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6111 | 9.4% |
| n | 5134 | 7.9% |
| o | 5074 | 7.8% |
| l | 3970 | 6.1% |
| r | 3568 | 5.5% |
| i | 3423 | 5.3% |
| 3296 | 5.1% | |
| s | 2853 | 4.4% |
| t | 2602 | 4.0% |
| Other values (42) | 21843 |
Zip Code
Real number (ℝ)
| Distinct | 1626 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93486.071 |
| Minimum | 90001 |
|---|---|
| Maximum | 96150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 90001 |
|---|---|
| 5-th percentile | 90241.1 |
| Q1 | 92101 |
| median | 93518 |
| Q3 | 95329 |
| 95-th percentile | 96020.9 |
| Maximum | 96150 |
| Range | 6149 |
| Interquartile range (IQR) | 3228 |
Descriptive statistics
| Standard deviation | 1856.7675 |
|---|---|
| Coefficient of variation (CV) | 0.019861435 |
| Kurtosis | -1.1739154 |
| Mean | 93486.071 |
| Median Absolute Deviation (MAD) | 1605 |
| Skewness | -0.20961512 |
| Sum | 6.584224 × 108 |
| Variance | 3447585.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 92028 | 43 | 0.6% |
| 92027 | 38 | 0.5% |
| 92122 | 36 | 0.5% |
| 92117 | 34 | 0.5% |
| 92126 | 32 | 0.5% |
| 92592 | 30 | 0.4% |
| 92109 | 27 | 0.4% |
| 92130 | 22 | 0.3% |
| 92121 | 20 | 0.3% |
| 92129 | 16 | 0.2% |
| Other values (1616) | 6745 |
| Value | Count | Frequency (%) |
| 90001 | 4 | |
| 90002 | 4 | |
| 90003 | 5 | |
| 90004 | 5 | |
| 90005 | 4 | |
| 90006 | 5 | |
| 90007 | 5 | |
| 90008 | 5 | |
| 90010 | 4 | |
| 90011 | 5 |
| Value | Count | Frequency (%) |
| 96150 | 2 | |
| 96148 | 4 | |
| 96146 | 4 | |
| 96145 | 3 | |
| 96143 | 4 | |
| 96142 | 3 | |
| 96141 | 3 | |
| 96140 | 4 | |
| 96137 | 4 | |
| 96136 | 4 |
Latitude
Real number (ℝ)
| Distinct | 1626 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.197455 |
| Minimum | 32.555828 |
|---|---|
| Maximum | 41.962127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 32.555828 |
|---|---|
| 5-th percentile | 32.886925 |
| Q1 | 33.990646 |
| median | 36.205465 |
| Q3 | 38.161321 |
| 95-th percentile | 40.497425 |
| Maximum | 41.962127 |
| Range | 9.406299 |
| Interquartile range (IQR) | 4.170675 |
Descriptive statistics
| Standard deviation | 2.4689287 |
|---|---|
| Coefficient of variation (CV) | 0.068207245 |
| Kurtosis | -1.1605061 |
| Mean | 36.197455 |
| Median Absolute Deviation (MAD) | 2.169863 |
| Skewness | 0.31480427 |
| Sum | 254938.67 |
| Variance | 6.0956088 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.362575 | 43 | 0.6% |
| 33.141265 | 38 | 0.5% |
| 32.85723 | 36 | 0.5% |
| 32.825086 | 34 | 0.5% |
| 32.886925 | 32 | 0.5% |
| 33.507255 | 30 | 0.4% |
| 32.787836 | 27 | 0.4% |
| 32.957195 | 22 | 0.3% |
| 32.898613 | 20 | 0.3% |
| 32.961064 | 16 | 0.2% |
| Other values (1616) | 6745 |
| Value | Count | Frequency (%) |
| 32.555828 | 5 | |
| 32.578103 | 4 | |
| 32.579134 | 4 | |
| 32.587557 | 5 | |
| 32.605012 | 4 | |
| 32.607964 | 5 | |
| 32.619465 | 5 | |
| 32.622999 | 4 | |
| 32.636792 | 4 | |
| 32.64164 | 5 |
| Value | Count | Frequency (%) |
| 41.962127 | 4 | |
| 41.950683 | 4 | |
| 41.949216 | 4 | |
| 41.932207 | 3 | |
| 41.924174 | 3 | |
| 41.867908 | 4 | |
| 41.831901 | 4 | |
| 41.816595 | 4 | |
| 41.813521 | 4 | |
| 41.769709 | 4 |
Longitude
Real number (ℝ)
| Distinct | 1625 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -119.75668 |
| Minimum | -124.30137 |
|---|---|
| Maximum | -114.1929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 7043 |
| Negative (%) | 100.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | -124.30137 |
|---|---|
| 5-th percentile | -122.9755 |
| Q1 | -121.78809 |
| median | -119.59529 |
| Q3 | -117.9698 |
| 95-th percentile | -116.87326 |
| Maximum | -114.1929 |
| Range | 10.108471 |
| Interquartile range (IQR) | 3.818295 |
Descriptive statistics
| Standard deviation | 2.1544251 |
|---|---|
| Coefficient of variation (CV) | -0.01799002 |
| Kurtosis | -1.1912906 |
| Mean | -119.75668 |
| Median Absolute Deviation (MAD) | 1.848851 |
| Skewness | -0.091931635 |
| Sum | -843446.32 |
| Variance | 4.6415475 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -117.299644 | 43 | 0.6% |
| -116.967221 | 38 | 0.5% |
| -117.209774 | 36 | 0.5% |
| -117.199424 | 34 | 0.5% |
| -117.152162 | 32 | 0.5% |
| -117.029473 | 30 | 0.4% |
| -117.232376 | 27 | 0.4% |
| -117.202542 | 22 | 0.3% |
| -117.202937 | 20 | 0.3% |
| -117.134917 | 16 | 0.2% |
| Other values (1615) | 6745 |
| Value | Count | Frequency (%) |
| -124.301372 | 4 | |
| -124.240051 | 4 | |
| -124.217378 | 4 | |
| -124.210902 | 4 | |
| -124.189977 | 4 | |
| -124.163234 | 4 | |
| -124.15428 | 4 | |
| -124.121504 | 4 | |
| -124.108897 | 4 | |
| -124.098739 | 4 |
| Value | Count | Frequency (%) |
| -114.192901 | 4 | |
| -114.36514 | 5 | |
| -114.702256 | 4 | |
| -114.71612 | 4 | |
| -114.758334 | 5 | |
| -114.850784 | 4 | |
| -115.152865 | 2 | < 0.1% |
| -115.191857 | 5 | |
| -115.257009 | 5 | |
| -115.287901 | 4 |
Population
Real number (ℝ)
| Distinct | 1569 |
|---|---|
| Distinct (%) | 22.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22139.603 |
| Minimum | 11 |
|---|---|
| Maximum | 105285 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 227 |
| Q1 | 2344 |
| median | 17554 |
| Q3 | 36125 |
| 95-th percentile | 62065.7 |
| Maximum | 105285 |
| Range | 105274 |
| Interquartile range (IQR) | 33781 |
Descriptive statistics
| Standard deviation | 21152.393 |
|---|---|
| Coefficient of variation (CV) | 0.95540975 |
| Kurtosis | 0.32546021 |
| Mean | 22139.603 |
| Median Absolute Deviation (MAD) | 15831 |
| Skewness | 0.91285402 |
| Sum | 1.5592923 × 108 |
| Variance | 4.4742372 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 42239 | 43 | 0.6% |
| 48690 | 38 | 0.5% |
| 34902 | 36 | 0.5% |
| 51213 | 34 | 0.5% |
| 74232 | 32 | 0.5% |
| 46171 | 30 | 0.4% |
| 46086 | 27 | 0.4% |
| 28201 | 22 | 0.3% |
| 88 | 20 | 0.3% |
| 4258 | 20 | 0.3% |
| Other values (1559) | 6741 |
| Value | Count | Frequency (%) |
| 11 | 5 | |
| 19 | 4 | |
| 21 | 9 | |
| 23 | 3 | < 0.1% |
| 25 | 4 | |
| 27 | 4 | |
| 28 | 4 | |
| 31 | 4 | |
| 38 | 4 | |
| 42 | 5 |
| Value | Count | Frequency (%) |
| 105285 | 5 | |
| 103214 | 5 | |
| 101215 | 5 | |
| 98239 | 5 | |
| 97318 | 5 | |
| 96267 | 5 | |
| 93315 | 5 | |
| 91664 | 5 | |
| 91188 | 4 | |
| 90891 | 4 |
Churn Value
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7043 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7043 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7043 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7043 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5174 | |
| 1 | 1869 | 26.5% |
CLTV
Real number (ℝ)
| Distinct | 3438 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4400.2958 |
| Minimum | 2003 |
|---|---|
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 2003 |
|---|---|
| 5-th percentile | 2296 |
| Q1 | 3469 |
| median | 4527 |
| Q3 | 5380.5 |
| 95-th percentile | 6087 |
| Maximum | 6500 |
| Range | 4497 |
| Interquartile range (IQR) | 1911.5 |
Descriptive statistics
| Standard deviation | 1183.0572 |
|---|---|
| Coefficient of variation (CV) | 0.26885855 |
| Kurtosis | -0.93403248 |
| Mean | 4400.2958 |
| Median Absolute Deviation (MAD) | 922 |
| Skewness | -0.3116021 |
| Sum | 30991283 |
| Variance | 1399624.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5546 | 8 | 0.1% |
| 5915 | 7 | 0.1% |
| 5461 | 7 | 0.1% |
| 4741 | 7 | 0.1% |
| 5527 | 7 | 0.1% |
| 4369 | 7 | 0.1% |
| 2269 | 7 | 0.1% |
| 5137 | 7 | 0.1% |
| 5092 | 7 | 0.1% |
| 4745 | 7 | 0.1% |
| Other values (3428) | 6972 |
| Value | Count | Frequency (%) |
| 2003 | 3 | |
| 2004 | 3 | |
| 2006 | 1 | < 0.1% |
| 2007 | 4 | |
| 2008 | 1 | < 0.1% |
| 2009 | 2 | |
| 2010 | 3 | |
| 2011 | 2 | |
| 2013 | 2 | |
| 2014 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6500 | 1 | < 0.1% |
| 6499 | 2 | |
| 6495 | 1 | < 0.1% |
| 6494 | 2 | |
| 6492 | 3 | |
| 6491 | 1 | < 0.1% |
| 6490 | 1 | < 0.1% |
| 6489 | 1 | < 0.1% |
| 6488 | 1 | < 0.1% |
| 6487 | 2 |
Churn Category
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 5174 |
| Missing (%) | 73.5% |
| Memory size | 55.2 KiB |
| Competitor | |
|---|---|
| Attitude | |
| Dissatisfaction | |
| Price | |
| Other |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 9.3750669 |
| Min length | 5 |
Characters and Unicode
| Total characters | 17522 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor |
|---|---|
| 2nd row | Competitor |
| 3rd row | Competitor |
| 4th row | Dissatisfaction |
| 5th row | Price |
Common Values
| Value | Count | Frequency (%) |
| Competitor | 841 | 11.9% |
| Attitude | 314 | 4.5% |
| Dissatisfaction | 303 | 4.3% |
| Price | 211 | 3.0% |
| Other | 200 | 2.8% |
| (Missing) | 5174 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| competitor | 841 | |
| attitude | 314 | 16.8% |
| dissatisfaction | 303 | 16.2% |
| price | 211 | 11.3% |
| other | 200 | 10.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 3430 | |
| i | 2275 | |
| o | 1985 | |
| e | 1566 | |
| r | 1252 | 7.1% |
| s | 909 | 5.2% |
| C | 841 | 4.8% |
| m | 841 | 4.8% |
| p | 841 | 4.8% |
| a | 606 | 3.5% |
| Other values (10) | 2976 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15653 | |
| Uppercase Letter | 1869 | 10.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 3430 | |
| i | 2275 | |
| o | 1985 | |
| e | 1566 | |
| r | 1252 | 8.0% |
| s | 909 | 5.8% |
| m | 841 | 5.4% |
| p | 841 | 5.4% |
| a | 606 | 3.9% |
| c | 514 | 3.3% |
| Other values (5) | 1434 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 841 | |
| A | 314 | 16.8% |
| D | 303 | 16.2% |
| P | 211 | 11.3% |
| O | 200 | 10.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 17522 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 3430 | |
| i | 2275 | |
| o | 1985 | |
| e | 1566 | |
| r | 1252 | 7.1% |
| s | 909 | 5.2% |
| C | 841 | 4.8% |
| m | 841 | 4.8% |
| p | 841 | 4.8% |
| a | 606 | 3.5% |
| Other values (10) | 2976 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17522 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 3430 | |
| i | 2275 | |
| o | 1985 | |
| e | 1566 | |
| r | 1252 | 7.1% |
| s | 909 | 5.2% |
| C | 841 | 4.8% |
| m | 841 | 4.8% |
| p | 841 | 4.8% |
| a | 606 | 3.5% |
| Other values (10) | 2976 |
Churn Reason
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 5174 |
| Missing (%) | 73.5% |
| Memory size | 55.2 KiB |
| Competitor had better devices | |
|---|---|
| Competitor made better offer | |
| Attitude of support person | |
| Don't know | |
| Competitor offered more data | |
| Other values (15) |
Length
| Max length | 41 |
|---|---|
| Median length | 32 |
| Mean length | 25.256822 |
| Min length | 5 |
Characters and Unicode
| Total characters | 47205 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor offered more data |
|---|---|
| 2nd row | Competitor made better offer |
| 3rd row | Competitor made better offer |
| 4th row | Limited range of services |
| 5th row | Extra data charges |
Common Values
| Value | Count | Frequency (%) |
| Competitor had better devices | 313 | 4.4% |
| Competitor made better offer | 311 | 4.4% |
| Attitude of support person | 220 | 3.1% |
| Don't know | 130 | 1.8% |
| Competitor offered more data | 117 | 1.7% |
| Competitor offered higher download speeds | 100 | 1.4% |
| Attitude of service provider | 94 | 1.3% |
| Price too high | 78 | 1.1% |
| Product dissatisfaction | 77 | 1.1% |
| Network reliability | 72 | 1.0% |
| Other values (10) | 357 | 5.1% |
| (Missing) | 5174 |
Length
| Value | Count | Frequency (%) |
| competitor | 841 | 12.6% |
| better | 624 | 9.4% |
| of | 453 | 6.8% |
| attitude | 314 | 4.7% |
| had | 313 | 4.7% |
| devices | 313 | 4.7% |
| made | 311 | 4.7% |
| offer | 311 | 4.7% |
| support | 263 | 4.0% |
| person | 220 | 3.3% |
| Other values (37) | 2694 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6138 | |
| t | 5212 | |
| 4788 | ||
| o | 4650 | 9.9% |
| r | 3698 | 7.8% |
| i | 2918 | 6.2% |
| d | 2538 | 5.4% |
| s | 1917 | 4.1% |
| p | 1896 | 4.0% |
| a | 1816 | 3.8% |
| Other values (27) | 11634 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40330 | |
| Space Separator | 4788 | 10.1% |
| Uppercase Letter | 1898 | 4.0% |
| Other Punctuation | 160 | 0.3% |
| Dash Punctuation | 29 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6138 | |
| t | 5212 | |
| o | 4650 | |
| r | 3698 | |
| i | 2918 | 7.2% |
| d | 2538 | 6.3% |
| s | 1917 | 4.8% |
| p | 1896 | 4.7% |
| a | 1816 | 4.5% |
| f | 1738 | 4.3% |
| Other values (13) | 7809 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 841 | |
| A | 314 | 16.5% |
| P | 198 | 10.4% |
| L | 160 | 8.4% |
| D | 136 | 7.2% |
| N | 72 | 3.8% |
| S | 63 | 3.3% |
| M | 46 | 2.4% |
| E | 39 | 2.1% |
| W | 29 | 1.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 130 | |
| / | 30 | 18.8% |
Space Separator
| Value | Count | Frequency (%) |
| 4788 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 29 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42228 | |
| Common | 4977 | 10.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6138 | |
| t | 5212 | |
| o | 4650 | |
| r | 3698 | 8.8% |
| i | 2918 | 6.9% |
| d | 2538 | 6.0% |
| s | 1917 | 4.5% |
| p | 1896 | 4.5% |
| a | 1816 | 4.3% |
| f | 1738 | 4.1% |
| Other values (23) | 9707 |
Common
| Value | Count | Frequency (%) |
| 4788 | ||
| ' | 130 | 2.6% |
| / | 30 | 0.6% |
| - | 29 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 47205 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6138 | |
| t | 5212 | |
| 4788 | ||
| o | 4650 | 9.9% |
| r | 3698 | 7.8% |
| i | 2918 | 6.2% |
| d | 2538 | 5.4% |
| s | 1917 | 4.1% |
| p | 1896 | 4.0% |
| a | 1816 | 3.8% |
| Other values (27) | 11634 |
Total Customer Svc Requests
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3387761 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 2443 |
| Zeros (%) | 34.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4304713 |
|---|---|
| Coefficient of variation (CV) | 1.0684919 |
| Kurtosis | 2.1658516 |
| Mean | 1.3387761 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3592222 |
| Sum | 9429 |
| Variance | 2.0462483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2443 | |
| 1 | 2012 | |
| 2 | 1387 | |
| 3 | 599 | 8.5% |
| 4 | 336 | 4.8% |
| 5 | 155 | 2.2% |
| 6 | 68 | 1.0% |
| 7 | 28 | 0.4% |
| 8 | 12 | 0.2% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2443 | |
| 1 | 2012 | |
| 2 | 1387 | |
| 3 | 599 | 8.5% |
| 4 | 336 | 4.8% |
| 5 | 155 | 2.2% |
| 6 | 68 | 1.0% |
| 7 | 28 | 0.4% |
| 8 | 12 | 0.2% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 3 | < 0.1% |
| 8 | 12 | 0.2% |
| 7 | 28 | 0.4% |
| 6 | 68 | 1.0% |
| 5 | 155 | 2.2% |
| 4 | 336 | 4.8% |
| 3 | 599 | 8.5% |
| 2 | 1387 | |
| 1 | 2012 | |
| 0 | 2443 |
Product/Service Issues Reported
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.30810734 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 5621 |
| Zeros (%) | 79.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.717514 |
|---|---|
| Coefficient of variation (CV) | 2.3287793 |
| Kurtosis | 10.120143 |
| Mean | 0.30810734 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.906686 |
| Sum | 2170 |
| Variance | 0.51482634 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5621 | |
| 1 | 897 | 12.7% |
| 2 | 373 | 5.3% |
| 3 | 97 | 1.4% |
| 4 | 43 | 0.6% |
| 5 | 8 | 0.1% |
| 6 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5621 | |
| 1 | 897 | 12.7% |
| 2 | 373 | 5.3% |
| 3 | 97 | 1.4% |
| 4 | 43 | 0.6% |
| 5 | 8 | 0.1% |
| 6 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 4 | 0.1% |
| 5 | 8 | 0.1% |
| 4 | 43 | 0.6% |
| 3 | 97 | 1.4% |
| 2 | 373 | 5.3% |
| 1 | 897 | 12.7% |
| 0 | 5621 |
Customer Satisfaction
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 5209 |
| Missing (%) | 74.0% |
| Memory size | 55.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 1.0 | |
| 5.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5502 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 675 | 9.6% |
| 4.0 | 380 | 5.4% |
| 1.0 | 332 | 4.7% |
| 5.0 | 247 | 3.5% |
| 2.0 | 200 | 2.8% |
| (Missing) | 5209 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 675 | |
| 4.0 | 380 | |
| 1.0 | 332 | |
| 5.0 | 247 | 13.5% |
| 2.0 | 200 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1834 | |
| 0 | 1834 | |
| 3 | 675 | 12.3% |
| 4 | 380 | 6.9% |
| 1 | 332 | 6.0% |
| 5 | 247 | 4.5% |
| 2 | 200 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3668 | |
| Other Punctuation | 1834 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1834 | |
| 3 | 675 | 18.4% |
| 4 | 380 | 10.4% |
| 1 | 332 | 9.1% |
| 5 | 247 | 6.7% |
| 2 | 200 | 5.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1834 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5502 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1834 | |
| 0 | 1834 | |
| 3 | 675 | 12.3% |
| 4 | 380 | 6.9% |
| 1 | 332 | 6.0% |
| 5 | 247 | 4.5% |
| 2 | 200 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5502 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1834 | |
| 0 | 1834 | |
| 3 | 675 | 12.3% |
| 4 | 380 | 6.9% |
| 1 | 332 | 6.0% |
| 5 | 247 | 4.5% |
| 2 | 200 | 3.6% |
| Number of Referrals | Tenure in Months | Avg Monthly Long Distance Charges | Avg Monthly GB Download | Monthly Charge | Total Regular Charges | Total Refunds | Total Extra Data Charges | Total Long Distance Charges | Age | Number of Dependents | Zip Code | Latitude | Longitude | Population | CLTV | Total Customer Svc Requests | Product/Service Issues Reported | Referred a Friend | Offer | Phone Service | Multiple Lines | Internet Service | Internet Type | Online Security | Online Backup | Device Protection Plan | Premium Tech Support | Streaming TV | Streaming Movies | Streaming Music | Unlimited Data | Contract | Paperless Billing | Payment Method | Gender | Under 30 | Senior Citizen | Married | Dependents | Churn Value | Churn Category | Churn Reason | Customer Satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Number of Referrals | 1.000 | 0.383 | 0.008 | 0.027 | 0.069 | 0.327 | 0.037 | 0.067 | 0.257 | -0.016 | 0.356 | 0.006 | 0.011 | -0.002 | -0.021 | 0.131 | -0.104 | -0.090 | 0.718 | 0.106 | 0.000 | 0.075 | 0.042 | 0.058 | 0.146 | 0.113 | 0.127 | 0.120 | 0.071 | 0.056 | 0.053 | 0.033 | 0.221 | 0.053 | 0.054 | 0.000 | 0.008 | 0.020 | 0.682 | 0.321 | 0.317 | 0.027 | 0.075 | 0.153 |
| Tenure in Months | 0.383 | 1.000 | 0.014 | 0.035 | 0.258 | 0.889 | 0.084 | 0.217 | 0.663 | 0.012 | 0.135 | 0.010 | 0.013 | -0.012 | -0.019 | 0.367 | -0.184 | -0.161 | 0.359 | 0.562 | 0.000 | 0.333 | 0.021 | 0.047 | 0.326 | 0.358 | 0.359 | 0.325 | 0.277 | 0.283 | 0.234 | 0.111 | 0.497 | 0.000 | 0.095 | 0.000 | 0.000 | 0.023 | 0.378 | 0.132 | 0.364 | 0.000 | 0.018 | 0.193 |
| Avg Monthly Long Distance Charges | 0.008 | 0.014 | 1.000 | -0.048 | 0.141 | 0.059 | -0.013 | -0.017 | 0.651 | -0.012 | -0.006 | 0.006 | 0.006 | -0.005 | -0.017 | 0.024 | 0.012 | 0.000 | 0.000 | 0.000 | 0.718 | 0.207 | 0.111 | 0.069 | 0.057 | 0.035 | 0.043 | 0.072 | 0.014 | 0.000 | 0.003 | 0.044 | 0.026 | 0.000 | 0.023 | 0.032 | 0.044 | 0.023 | 0.000 | 0.000 | 0.010 | 0.034 | 0.005 | 0.005 |
| Avg Monthly GB Download | 0.027 | 0.035 | -0.048 | 1.000 | 0.499 | 0.280 | 0.015 | 0.392 | -0.037 | -0.237 | 0.019 | -0.019 | -0.038 | 0.038 | 0.027 | 0.017 | 0.087 | 0.068 | 0.064 | 0.029 | 0.120 | 0.159 | 0.722 | 0.421 | 0.277 | 0.288 | 0.280 | 0.274 | 0.294 | 0.301 | 0.340 | 0.304 | 0.114 | 0.220 | 0.135 | 0.014 | 0.685 | 0.233 | 0.067 | 0.158 | 0.259 | 0.050 | 0.063 | 0.115 |
| Monthly Charge | 0.069 | 0.258 | 0.141 | 0.499 | 1.000 | 0.622 | 0.035 | 0.416 | 0.305 | 0.138 | -0.143 | -0.012 | -0.033 | 0.031 | 0.012 | 0.101 | 0.101 | 0.096 | 0.134 | 0.118 | 0.660 | 0.526 | 0.967 | 0.560 | 0.409 | 0.476 | 0.508 | 0.428 | 0.661 | 0.656 | 0.545 | 0.403 | 0.194 | 0.363 | 0.222 | 0.000 | 0.056 | 0.235 | 0.141 | 0.175 | 0.278 | 0.101 | 0.110 | 0.152 |
| Total Regular Charges | 0.327 | 0.889 | 0.059 | 0.280 | 0.622 | 1.000 | 0.087 | 0.384 | 0.650 | 0.067 | 0.042 | 0.003 | -0.004 | 0.006 | -0.012 | 0.310 | -0.119 | -0.103 | 0.311 | 0.347 | 0.151 | 0.469 | 0.428 | 0.250 | 0.420 | 0.509 | 0.522 | 0.437 | 0.512 | 0.518 | 0.440 | 0.255 | 0.346 | 0.158 | 0.116 | 0.000 | 0.014 | 0.114 | 0.324 | 0.075 | 0.214 | 0.000 | 0.032 | 0.129 |
| Total Refunds | 0.037 | 0.084 | -0.013 | 0.015 | 0.035 | 0.087 | 1.000 | 0.052 | 0.061 | 0.020 | 0.018 | -0.004 | -0.009 | -0.009 | 0.033 | 0.009 | -0.012 | -0.023 | 0.028 | 0.016 | 0.000 | 0.046 | 0.006 | 0.000 | 0.031 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.014 | 0.000 | 0.000 | 0.012 | 0.031 | 0.016 | 0.029 | 0.000 | 0.034 | 0.000 |
| Total Extra Data Charges | 0.067 | 0.217 | -0.017 | 0.392 | 0.416 | 0.384 | 0.052 | 1.000 | 0.130 | 0.007 | -0.050 | -0.014 | -0.036 | 0.032 | 0.015 | 0.053 | 0.071 | 0.052 | 0.146 | 0.119 | 0.036 | 0.207 | 0.205 | 0.117 | 0.188 | 0.247 | 0.251 | 0.204 | 0.243 | 0.249 | 0.248 | 0.309 | 0.119 | 0.066 | 0.034 | 0.016 | 0.236 | 0.076 | 0.149 | 0.069 | 0.026 | 0.000 | 0.000 | 0.055 |
| Total Long Distance Charges | 0.257 | 0.663 | 0.651 | -0.037 | 0.305 | 0.650 | 0.061 | 0.130 | 1.000 | 0.010 | 0.091 | 0.010 | 0.008 | -0.004 | -0.025 | 0.240 | -0.111 | -0.104 | 0.257 | 0.258 | 0.341 | 0.333 | 0.045 | 0.033 | 0.198 | 0.243 | 0.210 | 0.188 | 0.184 | 0.187 | 0.149 | 0.051 | 0.321 | 0.019 | 0.072 | 0.027 | 0.011 | 0.022 | 0.269 | 0.095 | 0.246 | 0.000 | 0.031 | 0.129 |
| Age | -0.016 | 0.012 | -0.012 | -0.237 | 0.138 | 0.067 | 0.020 | 0.007 | 0.010 | 1.000 | -0.120 | -0.007 | -0.008 | 0.004 | -0.017 | 0.000 | 0.049 | 0.035 | 0.022 | 0.036 | 0.023 | 0.139 | 0.172 | 0.098 | 0.043 | 0.055 | 0.045 | 0.048 | 0.084 | 0.108 | 0.180 | 0.058 | 0.027 | 0.141 | 0.099 | 0.000 | 0.924 | 0.928 | 0.029 | 0.162 | 0.145 | 0.018 | 0.041 | 0.093 |
| Number of Dependents | 0.356 | 0.135 | -0.006 | 0.019 | -0.143 | 0.042 | 0.018 | -0.050 | 0.091 | -0.120 | 1.000 | 0.017 | 0.029 | -0.022 | -0.026 | 0.056 | -0.102 | -0.093 | 0.345 | 0.042 | 0.029 | 0.012 | 0.172 | 0.105 | 0.045 | 0.000 | 0.009 | 0.021 | 0.054 | 0.070 | 0.031 | 0.021 | 0.125 | 0.121 | 0.068 | 0.013 | 0.043 | 0.173 | 0.362 | 0.999 | 0.247 | 0.047 | 0.018 | 0.125 |
| Zip Code | 0.006 | 0.010 | 0.006 | -0.019 | -0.012 | 0.003 | -0.004 | -0.014 | 0.010 | -0.007 | 0.017 | 1.000 | 0.880 | -0.742 | -0.473 | -0.002 | -0.033 | -0.003 | 0.025 | 0.051 | 0.027 | 0.031 | 0.043 | 0.023 | 0.012 | 0.022 | 0.000 | 0.010 | 0.000 | 0.000 | 0.014 | 0.000 | 0.024 | 0.004 | 0.049 | 0.014 | 0.000 | 0.000 | 0.027 | 0.023 | 0.062 | 0.149 | 0.174 | 0.000 |
| Latitude | 0.011 | 0.013 | 0.006 | -0.038 | -0.033 | -0.004 | -0.009 | -0.036 | 0.008 | -0.008 | 0.029 | 0.880 | 1.000 | -0.870 | -0.478 | -0.007 | -0.032 | 0.007 | 0.031 | 0.032 | 0.000 | 0.015 | 0.060 | 0.037 | 0.020 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.022 | 0.052 | 0.000 | 0.023 | 0.022 | 0.025 | 0.025 | 0.097 | 0.152 | 0.198 | 0.025 |
| Longitude | -0.002 | -0.012 | -0.005 | 0.038 | 0.031 | 0.006 | -0.009 | 0.032 | -0.004 | 0.004 | -0.022 | -0.742 | -0.870 | 1.000 | 0.305 | 0.002 | 0.026 | -0.011 | 0.027 | 0.035 | 0.000 | 0.005 | 0.046 | 0.021 | 0.000 | 0.000 | 0.010 | 0.016 | 0.000 | 0.013 | 0.000 | 0.000 | 0.018 | 0.027 | 0.050 | 0.000 | 0.000 | 0.000 | 0.021 | 0.034 | 0.075 | 0.120 | 0.161 | 0.000 |
| Population | -0.021 | -0.019 | -0.017 | 0.027 | 0.012 | -0.012 | 0.033 | 0.015 | -0.025 | -0.017 | -0.026 | -0.473 | -0.478 | 0.305 | 1.000 | -0.008 | 0.037 | -0.002 | 0.049 | 0.024 | 0.009 | 0.000 | 0.000 | 0.016 | 0.010 | 0.000 | 0.012 | 0.019 | 0.000 | 0.000 | 0.000 | 0.019 | 0.030 | 0.020 | 0.019 | 0.032 | 0.036 | 0.021 | 0.050 | 0.044 | 0.084 | 0.097 | 0.131 | 0.039 |
| CLTV | 0.131 | 0.367 | 0.024 | 0.017 | 0.101 | 0.310 | 0.009 | 0.053 | 0.240 | 0.000 | 0.056 | -0.002 | -0.007 | 0.002 | -0.008 | 1.000 | -0.058 | -0.048 | 0.154 | 0.145 | 0.025 | 0.146 | 0.000 | 0.020 | 0.155 | 0.151 | 0.139 | 0.138 | 0.109 | 0.124 | 0.110 | 0.047 | 0.206 | 0.015 | 0.039 | 0.037 | 0.013 | 0.000 | 0.165 | 0.062 | 0.141 | 0.045 | 0.058 | 0.088 |
| Total Customer Svc Requests | -0.104 | -0.184 | 0.012 | 0.087 | 0.101 | -0.119 | -0.012 | 0.071 | -0.111 | 0.049 | -0.102 | -0.033 | -0.032 | 0.026 | 0.037 | -0.058 | 1.000 | 0.391 | 0.098 | 0.068 | 0.000 | 0.020 | 0.125 | 0.113 | 0.079 | 0.038 | 0.050 | 0.086 | 0.025 | 0.006 | 0.023 | 0.082 | 0.187 | 0.105 | 0.091 | 0.000 | 0.000 | 0.088 | 0.099 | 0.132 | 0.556 | 0.080 | 0.080 | 0.232 |
| Product/Service Issues Reported | -0.090 | -0.161 | 0.000 | 0.068 | 0.096 | -0.103 | -0.023 | 0.052 | -0.104 | 0.035 | -0.093 | -0.003 | 0.007 | -0.011 | -0.002 | -0.048 | 0.391 | 1.000 | 0.063 | 0.047 | 0.042 | 0.022 | 0.104 | 0.094 | 0.104 | 0.020 | 0.000 | 0.072 | 0.041 | 0.029 | 0.031 | 0.048 | 0.135 | 0.085 | 0.077 | 0.015 | 0.021 | 0.064 | 0.059 | 0.095 | 0.406 | 0.153 | 0.234 | 0.215 |
| Referred a Friend | 0.718 | 0.359 | 0.000 | 0.064 | 0.134 | 0.311 | 0.028 | 0.146 | 0.257 | 0.022 | 0.345 | 0.025 | 0.031 | 0.027 | 0.049 | 0.154 | 0.098 | 0.063 | 1.000 | 0.246 | 0.009 | 0.132 | 0.000 | 0.049 | 0.139 | 0.142 | 0.153 | 0.121 | 0.119 | 0.114 | 0.089 | 0.030 | 0.273 | 0.000 | 0.058 | 0.000 | 0.011 | 0.000 | 0.950 | 0.346 | 0.148 | 0.046 | 0.060 | 0.170 |
| Offer | 0.106 | 0.562 | 0.000 | 0.029 | 0.118 | 0.347 | 0.016 | 0.119 | 0.258 | 0.036 | 0.042 | 0.051 | 0.032 | 0.035 | 0.024 | 0.145 | 0.068 | 0.047 | 0.246 | 1.000 | 0.010 | 0.237 | 0.046 | 0.042 | 0.234 | 0.250 | 0.246 | 0.224 | 0.191 | 0.191 | 0.161 | 0.078 | 0.339 | 0.000 | 0.068 | 0.020 | 0.000 | 0.065 | 0.256 | 0.090 | 0.260 | 0.041 | 0.047 | 0.121 |
| Phone Service | 0.000 | 0.000 | 0.718 | 0.120 | 0.660 | 0.151 | 0.000 | 0.036 | 0.341 | 0.023 | 0.029 | 0.027 | 0.000 | 0.000 | 0.009 | 0.025 | 0.000 | 0.042 | 0.009 | 0.010 | 1.000 | 0.279 | 0.171 | 0.173 | 0.092 | 0.050 | 0.070 | 0.095 | 0.019 | 0.030 | 0.037 | 0.088 | 0.000 | 0.011 | 0.024 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.020 | 0.059 | 0.069 |
| Multiple Lines | 0.075 | 0.333 | 0.207 | 0.159 | 0.526 | 0.469 | 0.046 | 0.207 | 0.333 | 0.139 | 0.012 | 0.031 | 0.015 | 0.005 | 0.000 | 0.146 | 0.020 | 0.022 | 0.132 | 0.237 | 0.279 | 1.000 | 0.210 | 0.211 | 0.097 | 0.202 | 0.200 | 0.100 | 0.257 | 0.258 | 0.193 | 0.081 | 0.121 | 0.163 | 0.152 | 0.000 | 0.033 | 0.142 | 0.141 | 0.024 | 0.038 | 0.045 | 0.105 | 0.045 |
| Internet Service | 0.042 | 0.021 | 0.111 | 0.722 | 0.967 | 0.428 | 0.006 | 0.205 | 0.045 | 0.172 | 0.172 | 0.043 | 0.060 | 0.046 | 0.000 | 0.000 | 0.125 | 0.104 | 0.000 | 0.046 | 0.171 | 0.210 | 1.000 | 1.000 | 0.333 | 0.381 | 0.380 | 0.336 | 0.415 | 0.418 | 0.388 | 0.415 | 0.202 | 0.320 | 0.273 | 0.000 | 0.033 | 0.182 | 0.000 | 0.171 | 0.227 | 0.236 | 0.385 | 0.277 |
| Internet Type | 0.058 | 0.047 | 0.069 | 0.421 | 0.560 | 0.250 | 0.000 | 0.117 | 0.033 | 0.098 | 0.105 | 0.023 | 0.037 | 0.021 | 0.016 | 0.020 | 0.113 | 0.094 | 0.049 | 0.042 | 0.173 | 0.211 | 1.000 | 1.000 | 0.341 | 0.385 | 0.381 | 0.342 | 0.415 | 0.418 | 0.388 | 0.420 | 0.160 | 0.323 | 0.196 | 0.000 | 0.036 | 0.186 | 0.047 | 0.182 | 0.351 | 0.134 | 0.221 | 0.210 |
| Online Security | 0.146 | 0.326 | 0.057 | 0.277 | 0.409 | 0.420 | 0.031 | 0.188 | 0.198 | 0.043 | 0.045 | 0.012 | 0.020 | 0.000 | 0.010 | 0.155 | 0.079 | 0.104 | 0.139 | 0.234 | 0.092 | 0.097 | 0.333 | 0.341 | 1.000 | 0.283 | 0.275 | 0.354 | 0.175 | 0.187 | 0.195 | 0.221 | 0.236 | 0.000 | 0.044 | 0.012 | 0.029 | 0.036 | 0.142 | 0.049 | 0.170 | 0.054 | 0.137 | 0.304 |
| Online Backup | 0.113 | 0.358 | 0.035 | 0.288 | 0.476 | 0.509 | 0.000 | 0.247 | 0.243 | 0.055 | 0.000 | 0.022 | 0.032 | 0.000 | 0.000 | 0.151 | 0.038 | 0.020 | 0.142 | 0.250 | 0.050 | 0.202 | 0.381 | 0.385 | 0.283 | 1.000 | 0.303 | 0.294 | 0.282 | 0.274 | 0.245 | 0.214 | 0.169 | 0.126 | 0.095 | 0.006 | 0.000 | 0.065 | 0.141 | 0.000 | 0.081 | 0.053 | 0.105 | 0.087 |
| Device Protection Plan | 0.127 | 0.359 | 0.043 | 0.280 | 0.508 | 0.522 | 0.000 | 0.251 | 0.210 | 0.045 | 0.009 | 0.000 | 0.000 | 0.010 | 0.012 | 0.139 | 0.050 | 0.000 | 0.153 | 0.246 | 0.070 | 0.200 | 0.380 | 0.381 | 0.275 | 0.303 | 1.000 | 0.333 | 0.390 | 0.402 | 0.349 | 0.198 | 0.227 | 0.103 | 0.079 | 0.000 | 0.000 | 0.058 | 0.153 | 0.018 | 0.065 | 0.068 | 0.066 | 0.103 |
| Premium Tech Support | 0.120 | 0.325 | 0.072 | 0.274 | 0.428 | 0.437 | 0.030 | 0.204 | 0.188 | 0.048 | 0.021 | 0.010 | 0.000 | 0.016 | 0.019 | 0.138 | 0.086 | 0.072 | 0.121 | 0.224 | 0.095 | 0.100 | 0.336 | 0.342 | 0.354 | 0.294 | 0.333 | 1.000 | 0.278 | 0.279 | 0.276 | 0.203 | 0.273 | 0.036 | 0.049 | 0.000 | 0.017 | 0.059 | 0.119 | 0.026 | 0.164 | 0.022 | 0.059 | 0.154 |
| Streaming TV | 0.071 | 0.277 | 0.014 | 0.294 | 0.661 | 0.512 | 0.000 | 0.243 | 0.184 | 0.084 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.109 | 0.025 | 0.041 | 0.119 | 0.191 | 0.019 | 0.257 | 0.415 | 0.415 | 0.175 | 0.282 | 0.390 | 0.278 | 1.000 | 0.533 | 0.455 | 0.187 | 0.116 | 0.223 | 0.181 | 0.000 | 0.011 | 0.104 | 0.124 | 0.056 | 0.062 | 0.038 | 0.104 | 0.066 |
| Streaming Movies | 0.056 | 0.283 | 0.000 | 0.301 | 0.656 | 0.518 | 0.000 | 0.249 | 0.187 | 0.108 | 0.070 | 0.000 | 0.000 | 0.013 | 0.000 | 0.124 | 0.006 | 0.029 | 0.114 | 0.191 | 0.030 | 0.258 | 0.418 | 0.418 | 0.187 | 0.274 | 0.402 | 0.279 | 0.533 | 1.000 | 0.848 | 0.192 | 0.125 | 0.211 | 0.178 | 0.000 | 0.000 | 0.119 | 0.117 | 0.072 | 0.060 | 0.000 | 0.049 | 0.048 |
| Streaming Music | 0.053 | 0.234 | 0.003 | 0.340 | 0.545 | 0.440 | 0.000 | 0.248 | 0.149 | 0.180 | 0.031 | 0.014 | 0.000 | 0.000 | 0.000 | 0.110 | 0.023 | 0.031 | 0.089 | 0.161 | 0.037 | 0.193 | 0.388 | 0.388 | 0.195 | 0.245 | 0.349 | 0.276 | 0.455 | 0.848 | 1.000 | 0.173 | 0.088 | 0.166 | 0.134 | 0.000 | 0.123 | 0.147 | 0.088 | 0.034 | 0.044 | 0.015 | 0.059 | 0.023 |
| Unlimited Data | 0.033 | 0.111 | 0.044 | 0.304 | 0.403 | 0.255 | 0.000 | 0.309 | 0.051 | 0.058 | 0.021 | 0.000 | 0.000 | 0.000 | 0.019 | 0.047 | 0.082 | 0.048 | 0.030 | 0.078 | 0.088 | 0.081 | 0.415 | 0.420 | 0.221 | 0.214 | 0.198 | 0.203 | 0.187 | 0.192 | 0.173 | 1.000 | 0.026 | 0.114 | 0.095 | 0.000 | 0.000 | 0.057 | 0.037 | 0.030 | 0.144 | 0.029 | 0.079 | 0.108 |
| Contract | 0.221 | 0.497 | 0.026 | 0.114 | 0.194 | 0.346 | 0.039 | 0.119 | 0.321 | 0.027 | 0.125 | 0.024 | 0.029 | 0.018 | 0.030 | 0.206 | 0.187 | 0.135 | 0.273 | 0.339 | 0.000 | 0.121 | 0.202 | 0.160 | 0.236 | 0.169 | 0.227 | 0.273 | 0.116 | 0.125 | 0.088 | 0.026 | 1.000 | 0.150 | 0.117 | 0.000 | 0.000 | 0.029 | 0.281 | 0.174 | 0.453 | 0.039 | 0.079 | 0.328 |
| Paperless Billing | 0.053 | 0.000 | 0.000 | 0.220 | 0.363 | 0.158 | 0.000 | 0.066 | 0.019 | 0.141 | 0.121 | 0.004 | 0.022 | 0.027 | 0.020 | 0.015 | 0.105 | 0.085 | 0.000 | 0.000 | 0.011 | 0.163 | 0.320 | 0.323 | 0.000 | 0.126 | 0.103 | 0.036 | 0.223 | 0.211 | 0.166 | 0.114 | 0.150 | 1.000 | 0.185 | 0.000 | 0.037 | 0.156 | 0.008 | 0.118 | 0.191 | 0.059 | 0.046 | 0.183 |
| Payment Method | 0.054 | 0.095 | 0.023 | 0.135 | 0.222 | 0.116 | 0.014 | 0.034 | 0.072 | 0.099 | 0.068 | 0.049 | 0.052 | 0.050 | 0.019 | 0.039 | 0.091 | 0.077 | 0.058 | 0.068 | 0.024 | 0.152 | 0.273 | 0.196 | 0.044 | 0.095 | 0.079 | 0.049 | 0.181 | 0.178 | 0.134 | 0.095 | 0.117 | 0.185 | 1.000 | 0.000 | 0.042 | 0.149 | 0.062 | 0.101 | 0.218 | 0.051 | 0.069 | 0.113 |
| Gender | 0.000 | 0.000 | 0.032 | 0.014 | 0.000 | 0.000 | 0.000 | 0.016 | 0.027 | 0.000 | 0.013 | 0.014 | 0.000 | 0.000 | 0.032 | 0.037 | 0.000 | 0.015 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Under 30 | 0.008 | 0.000 | 0.044 | 0.685 | 0.056 | 0.014 | 0.000 | 0.236 | 0.011 | 0.924 | 0.043 | 0.000 | 0.023 | 0.000 | 0.036 | 0.013 | 0.000 | 0.021 | 0.011 | 0.000 | 0.000 | 0.033 | 0.033 | 0.036 | 0.029 | 0.000 | 0.000 | 0.017 | 0.011 | 0.000 | 0.123 | 0.000 | 0.000 | 0.037 | 0.042 | 0.000 | 1.000 | 0.218 | 0.009 | 0.039 | 0.053 | 0.000 | 0.000 | 0.071 |
| Senior Citizen | 0.020 | 0.023 | 0.023 | 0.233 | 0.235 | 0.114 | 0.012 | 0.076 | 0.022 | 0.928 | 0.173 | 0.000 | 0.022 | 0.000 | 0.021 | 0.000 | 0.088 | 0.064 | 0.000 | 0.065 | 0.000 | 0.142 | 0.182 | 0.186 | 0.036 | 0.065 | 0.058 | 0.059 | 0.104 | 0.119 | 0.147 | 0.057 | 0.029 | 0.156 | 0.149 | 0.000 | 0.218 | 1.000 | 0.011 | 0.174 | 0.150 | 0.000 | 0.111 | 0.152 |
| Married | 0.682 | 0.378 | 0.000 | 0.067 | 0.141 | 0.324 | 0.031 | 0.149 | 0.269 | 0.029 | 0.362 | 0.027 | 0.025 | 0.021 | 0.050 | 0.165 | 0.099 | 0.059 | 0.950 | 0.256 | 0.012 | 0.141 | 0.000 | 0.047 | 0.142 | 0.141 | 0.153 | 0.119 | 0.124 | 0.117 | 0.088 | 0.037 | 0.281 | 0.008 | 0.062 | 0.000 | 0.009 | 0.011 | 1.000 | 0.363 | 0.150 | 0.007 | 0.033 | 0.174 |
| Dependents | 0.321 | 0.132 | 0.000 | 0.158 | 0.175 | 0.075 | 0.016 | 0.069 | 0.095 | 0.162 | 0.999 | 0.023 | 0.025 | 0.034 | 0.044 | 0.062 | 0.132 | 0.095 | 0.346 | 0.090 | 0.000 | 0.024 | 0.171 | 0.182 | 0.049 | 0.000 | 0.018 | 0.026 | 0.056 | 0.072 | 0.034 | 0.030 | 0.174 | 0.118 | 0.101 | 0.000 | 0.039 | 0.174 | 0.363 | 1.000 | 0.248 | 0.052 | 0.041 | 0.261 |
| Churn Value | 0.317 | 0.364 | 0.010 | 0.259 | 0.278 | 0.214 | 0.029 | 0.026 | 0.246 | 0.145 | 0.247 | 0.062 | 0.097 | 0.075 | 0.084 | 0.141 | 0.556 | 0.406 | 0.148 | 0.260 | 0.000 | 0.038 | 0.227 | 0.351 | 0.170 | 0.081 | 0.065 | 0.164 | 0.062 | 0.060 | 0.044 | 0.144 | 0.453 | 0.191 | 0.218 | 0.000 | 0.053 | 0.150 | 0.150 | 0.248 | 1.000 | 1.000 | 1.000 | 0.853 |
| Churn Category | 0.027 | 0.000 | 0.034 | 0.050 | 0.101 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.047 | 0.149 | 0.152 | 0.120 | 0.097 | 0.045 | 0.080 | 0.153 | 0.046 | 0.041 | 0.020 | 0.045 | 0.236 | 0.134 | 0.054 | 0.053 | 0.068 | 0.022 | 0.038 | 0.000 | 0.015 | 0.029 | 0.039 | 0.059 | 0.051 | 0.000 | 0.000 | 0.000 | 0.007 | 0.052 | 1.000 | 1.000 | 0.988 | 0.201 |
| Churn Reason | 0.075 | 0.018 | 0.005 | 0.063 | 0.110 | 0.032 | 0.034 | 0.000 | 0.031 | 0.041 | 0.018 | 0.174 | 0.198 | 0.161 | 0.131 | 0.058 | 0.080 | 0.234 | 0.060 | 0.047 | 0.059 | 0.105 | 0.385 | 0.221 | 0.137 | 0.105 | 0.066 | 0.059 | 0.104 | 0.049 | 0.059 | 0.079 | 0.079 | 0.046 | 0.069 | 0.000 | 0.000 | 0.111 | 0.033 | 0.041 | 1.000 | 0.988 | 1.000 | 0.352 |
| Customer Satisfaction | 0.153 | 0.193 | 0.005 | 0.115 | 0.152 | 0.129 | 0.000 | 0.055 | 0.129 | 0.093 | 0.125 | 0.000 | 0.025 | 0.000 | 0.039 | 0.088 | 0.232 | 0.215 | 0.170 | 0.121 | 0.069 | 0.045 | 0.277 | 0.210 | 0.304 | 0.087 | 0.103 | 0.154 | 0.066 | 0.048 | 0.023 | 0.108 | 0.328 | 0.183 | 0.113 | 0.000 | 0.071 | 0.152 | 0.174 | 0.261 | 0.853 | 0.201 | 0.352 | 1.000 |
| Customer ID | Referred a Friend | Number of Referrals | Tenure in Months | Offer | Phone Service | Avg Monthly Long Distance Charges | Multiple Lines | Internet Service | Internet Type | Avg Monthly GB Download | Online Security | Online Backup | Device Protection Plan | Premium Tech Support | Streaming TV | Streaming Movies | Streaming Music | Unlimited Data | Contract | Paperless Billing | Payment Method | Monthly Charge | Total Regular Charges | Total Refunds | Total Extra Data Charges | Total Long Distance Charges | Gender | Age | Under 30 | Senior Citizen | Married | Dependents | Number of Dependents | City | Zip Code | Latitude | Longitude | Population | Churn Value | CLTV | Churn Category | Churn Reason | Total Customer Svc Requests | Product/Service Issues Reported | Customer Satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 8779-QRDMV | No | 0 | 1 | None | No | 0.00 | No | Yes | Fiber Optic | 9 | No | No | Yes | No | No | Yes | No | No | Month-to-Month | Yes | Bank Withdrawal | 41.236 | 39.65 | 0.00 | 0.0 | 0.00 | Male | 78 | No | Yes | No | No | 0 | Los Angeles | 90022 | 34.023810 | -118.156582 | 68701 | 1 | 5433 | Competitor | Competitor offered more data | 5 | 0 | NaN |
| 1 | 7495-OOKFY | Yes | 1 | 8 | Offer E | Yes | 48.85 | Yes | Yes | Cable | 19 | No | Yes | No | No | No | No | No | No | Month-to-Month | Yes | Credit Card | 83.876 | 633.30 | 0.00 | 120.0 | 390.80 | Female | 74 | No | Yes | Yes | Yes | 1 | Los Angeles | 90063 | 34.044271 | -118.185237 | 55668 | 1 | 5302 | Competitor | Competitor made better offer | 5 | 0 | NaN |
| 2 | 1658-BYGOY | No | 0 | 18 | Offer D | Yes | 11.33 | Yes | Yes | Fiber Optic | 57 | No | No | No | No | Yes | Yes | Yes | Yes | Month-to-Month | Yes | Bank Withdrawal | 99.268 | 1752.55 | 45.61 | 0.0 | 203.94 | Male | 71 | No | Yes | No | Yes | 3 | Los Angeles | 90065 | 34.108833 | -118.229715 | 47534 | 1 | 3179 | Competitor | Competitor made better offer | 1 | 0 | NaN |
| 3 | 4598-XLKNJ | Yes | 1 | 25 | Offer C | Yes | 19.76 | No | Yes | Fiber Optic | 13 | No | Yes | Yes | No | Yes | Yes | No | No | Month-to-Month | Yes | Bank Withdrawal | 102.440 | 2514.50 | 13.43 | 327.0 | 494.00 | Female | 78 | No | Yes | Yes | Yes | 1 | Inglewood | 90303 | 33.936291 | -118.332639 | 27778 | 1 | 5337 | Dissatisfaction | Limited range of services | 1 | 1 | 2.0 |
| 4 | 4846-WHAFZ | Yes | 1 | 37 | Offer C | Yes | 6.33 | Yes | Yes | Cable | 15 | No | No | No | No | No | No | No | No | Month-to-Month | Yes | Bank Withdrawal | 79.560 | 2868.15 | 0.00 | 430.0 | 234.21 | Female | 80 | No | Yes | Yes | Yes | 1 | Whittier | 90602 | 33.972119 | -118.020188 | 26265 | 1 | 2793 | Price | Extra data charges | 1 | 0 | 2.0 |
| 5 | 4412-YLTKF | No | 0 | 27 | Offer C | Yes | 3.33 | Yes | Yes | Fiber Optic | 20 | No | No | Yes | No | No | No | No | No | Month-to-Month | Yes | Bank Withdrawal | 81.172 | 2135.50 | 0.00 | 427.0 | 89.91 | Female | 72 | No | Yes | No | Yes | 1 | Pico Rivera | 90660 | 33.989524 | -118.089299 | 63288 | 1 | 4638 | Competitor | Competitor had better devices | 0 | 0 | NaN |
| 6 | 0390-DCFDQ | Yes | 1 | 1 | Offer E | Yes | 15.28 | No | Yes | Cable | 33 | No | No | No | No | No | No | No | No | Month-to-Month | Yes | Mailed Check | 73.268 | 70.45 | 0.00 | 0.0 | 15.28 | Female | 76 | No | Yes | Yes | Yes | 2 | Los Alamitos | 90720 | 33.794990 | -118.065591 | 21343 | 1 | 3964 | Other | Don't know | 7 | 0 | NaN |
| 7 | 3445-HXXGF | Yes | 6 | 58 | Offer B | No | 0.00 | No | Yes | Cable | 26 | No | Yes | Yes | No | No | Yes | No | No | Month-to-Month | Yes | Bank Withdrawal | 47.112 | 2651.20 | 40.95 | 689.0 | 0.00 | Male | 66 | No | Yes | Yes | No | 0 | Sierra Madre | 91024 | 34.168686 | -118.057505 | 10558 | 1 | 5444 | Dissatisfaction | Service dissatisfaction | 2 | 1 | 1.0 |
| 8 | 2656-FMOKZ | No | 0 | 15 | Offer D | Yes | 44.07 | Yes | Yes | Cable | 21 | No | No | No | No | No | No | No | No | Month-to-Month | Yes | Mailed Check | 77.428 | 1145.70 | 0.00 | 241.0 | 661.05 | Female | 70 | No | Yes | No | Yes | 2 | Pasadena | 91106 | 34.139402 | -118.128658 | 23742 | 1 | 5717 | Dissatisfaction | Limited range of services | 3 | 0 | 2.0 |
| 9 | 2070-FNEXE | No | 0 | 7 | Offer E | Yes | 26.95 | No | Yes | DSL | 20 | Yes | No | No | No | No | No | No | No | Month-to-Month | No | Bank Withdrawal | 79.508 | 503.60 | 11.05 | 101.0 | 188.65 | Female | 77 | No | Yes | No | Yes | 2 | Pasadena | 91107 | 34.159007 | -118.087353 | 32369 | 1 | 4419 | Price | Lack of affordable download/upload speed | 3 | 0 | NaN |
| Customer ID | Referred a Friend | Number of Referrals | Tenure in Months | Offer | Phone Service | Avg Monthly Long Distance Charges | Multiple Lines | Internet Service | Internet Type | Avg Monthly GB Download | Online Security | Online Backup | Device Protection Plan | Premium Tech Support | Streaming TV | Streaming Movies | Streaming Music | Unlimited Data | Contract | Paperless Billing | Payment Method | Monthly Charge | Total Regular Charges | Total Refunds | Total Extra Data Charges | Total Long Distance Charges | Gender | Age | Under 30 | Senior Citizen | Married | Dependents | Number of Dependents | City | Zip Code | Latitude | Longitude | Population | Churn Value | CLTV | Churn Category | Churn Reason | Total Customer Svc Requests | Product/Service Issues Reported | Customer Satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 9281-CEDRU | Yes | 2 | 68 | None | Yes | 8.62 | No | Yes | Cable | 53 | No | Yes | No | Yes | Yes | No | No | Yes | Two Year | No | Bank Withdrawal | 64.10 | 4326.25 | 19.12 | 229.29 | 586.16 | Female | 23 | Yes | No | Yes | No | 0 | Salton City | 92275 | 33.281560 | -115.955541 | 799 | 0 | 5553 | NaN | NaN | 1 | 0 | NaN |
| 7034 | 0871-OPBXW | No | 0 | 2 | Offer E | Yes | 6.85 | No | No | None | 0 | No | No | No | No | No | No | No | No | Month-to-Month | Yes | Mailed Check | 20.05 | 39.25 | 0.00 | 0.00 | 13.70 | Female | 57 | No | No | No | No | 0 | Escondido | 92027 | 33.141265 | -116.967221 | 48690 | 0 | 5191 | NaN | NaN | 1 | 0 | 3.0 |
| 7035 | 9767-FFLEM | No | 0 | 38 | None | Yes | 35.04 | No | Yes | Fiber Optic | 2 | No | No | No | No | No | No | No | No | Month-to-Month | Yes | Credit Card | 69.50 | 2625.25 | 20.19 | 53.00 | 1331.52 | Male | 63 | No | No | No | No | 0 | Westmorland | 92281 | 33.036790 | -115.605030 | 2388 | 0 | 4591 | NaN | NaN | 1 | 0 | NaN |
| 7036 | 8456-QDAVC | No | 0 | 19 | None | Yes | 29.55 | No | Yes | Fiber Optic | 13 | No | No | No | No | Yes | No | No | No | Month-to-Month | Yes | Bank Withdrawal | 78.70 | 1495.10 | 26.84 | 194.00 | 561.45 | Male | 57 | No | No | No | No | 0 | Winterhaven | 92283 | 32.852947 | -114.850784 | 3663 | 0 | 2464 | NaN | NaN | 0 | 0 | NaN |
| 7037 | 7750-EYXWZ | No | 0 | 12 | None | No | 0.00 | No | Yes | Fiber Optic | 24 | No | Yes | Yes | Yes | Yes | Yes | Yes | Yes | One Year | No | Bank Withdrawal | 60.65 | 743.30 | 40.41 | 17.84 | 0.00 | Female | 62 | No | No | No | No | 0 | Yucca Valley | 92284 | 34.159534 | -116.425984 | 20486 | 0 | 3740 | NaN | NaN | 0 | 0 | NaN |
| 7038 | 2569-WGERO | No | 0 | 72 | None | Yes | 22.77 | No | No | None | 0 | No | No | No | No | No | No | No | No | Two Year | Yes | Bank Withdrawal | 21.15 | 1419.40 | 19.31 | 0.00 | 1639.44 | Female | 30 | No | No | No | No | 0 | Landers | 92285 | 34.341737 | -116.539416 | 2182 | 0 | 5306 | NaN | NaN | 0 | 0 | NaN |
| 7039 | 6840-RESVB | Yes | 1 | 24 | Offer C | Yes | 36.05 | Yes | Yes | DSL | 24 | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes | One Year | Yes | Mailed Check | 84.80 | 1990.50 | 48.23 | 0.00 | 865.20 | Male | 38 | No | No | Yes | Yes | 2 | Adelanto | 92301 | 34.667815 | -117.536183 | 18980 | 0 | 2140 | NaN | NaN | 2 | 0 | NaN |
| 7040 | 2234-XADUH | Yes | 4 | 72 | None | Yes | 29.66 | Yes | Yes | Cable | 59 | No | Yes | Yes | No | Yes | Yes | Yes | No | One Year | Yes | Credit Card | 103.20 | 7362.90 | 45.38 | 4344.00 | 2135.52 | Female | 30 | No | No | Yes | Yes | 2 | Amboy | 92304 | 34.559882 | -115.637164 | 42 | 0 | 5560 | NaN | NaN | 2 | 0 | 4.0 |
| 7041 | 4801-JZAZL | Yes | 1 | 11 | None | No | 0.00 | No | Yes | DSL | 17 | Yes | No | No | No | No | No | No | Yes | Month-to-Month | Yes | Bank Withdrawal | 29.60 | 346.45 | 27.24 | 0.00 | 0.00 | Female | 32 | No | No | Yes | Yes | 2 | Angelus Oaks | 92305 | 34.167800 | -116.864330 | 301 | 0 | 2793 | NaN | NaN | 0 | 0 | NaN |
| 7042 | 3186-AJIEK | No | 0 | 66 | None | Yes | 30.96 | No | Yes | Fiber Optic | 11 | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes | Two Year | Yes | Bank Withdrawal | 105.65 | 6844.50 | 0.00 | 0.00 | 2043.36 | Male | 44 | No | No | No | No | 0 | Apple Valley | 92308 | 34.424926 | -117.184503 | 28819 | 0 | 5097 | NaN | NaN | 1 | 2 | NaN |